Time Series Analysis

Tracking the Evolution of Customer Purchase Behavior Segmentation via a Fragmentation-Coagulation Process IJCAI 2017 Uncertainty Assessment and False Discovery Rate Control in High-Dimensional Granger Causal Inference ICML 2017 Zero Frequency Filter Based Analysis of Voice Disorders Interspeech 2017 Automatic Construction of Nonparametric Relational Regression Models for Multiple Time Series ICML 2016 Bayesian Intermittent Demand Forecasting for Large Inventories NeurIPS 2016 Consistent Algorithms for Clustering Time Series JMLR 2016 Convex Hull Convolutive Non-Negative Matrix Factorization for Uncovering Temporal Patterns in Multivariate Time-Series Data Interspeech 2016 Early and Reliable Event Detection Using Proximity Space Representation ICML 2016 Event Detection with Burst Information Networks COLING 2016 Feature Learning and Automatic Segmentation for Dolphin Communication Analysis Interspeech 2016 Graphical Time Warping for Joint Alignment of Multiple Curves NeurIPS 2016 Heteroscedastic Sequences: Beyond Gaussianity ICML 2016 Investigation of Speed-Accuracy Tradeoffs in Speech Production Using Real-Time Magnetic Resonance Imaging Interspeech 2016 Isotonic Hawkes Processes ICML 2016 Learning Complex Uncertain States Changes via Asymmetric Hidden Markov Models: an Industrial Case PGM 2016 Learning to Filter with Predictive State Inference Machines ICML 2016 Online Trans-dimensional von Mises-Fisher Mixture Models for User Profiles JMLR 2016 On Mixtures of Markov Chains NeurIPS 2016 Poisson-Gamma dynamical systems NeurIPS 2016 Regime Aware Learning PGM 2016 Removing Clouds and Recovering Ground Observations in Satellite Image Sequences via Temporally Contiguous Robust Matrix Completion CVPR 2016 Solving Temporal Puzzles CVPR 2016 Speech Likability and Personality-Based Social Relations: A Round-Robin Analysis over Communication Channels Interspeech 2016 Temporal Regularized Matrix Factorization for High-dimensional Time Series Prediction NeurIPS 2016 The Segmented iHMM: A Simple, Efficient Hierarchical Infinite HMM ICML 2016